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Need classification or ranking without spinning up a GPU? Julia 1 by is a 144M-param multilingual model that runs on CPU and handles yes/no, ranking, and classification through one interface. Full specs in the next post. #DevTools

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Ever wonder what actually happens inside an LLM? KV Cache, Flash Attention, Speculative Decoding, LoRA — LLM Internals by breaks it all down with numeric examples, not hand-waving. Full resource breakdown in the next post. #MachineLearning

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Gemini 4 Argon is out, and only cyber defenders can use it. The only Pro model open to new users is Gemini 3.1 Pro, a preview for seven months. Google's docs send new projects to 3.8 Flash. www.everydev.ai/p/blog-gemi...

Gemini 4 Argon is for cyber defenders only, and Gemini 3.1 Pro is still a preview | EveryDev.ai Blog

In mid-September, a developer posted an Ask HN titled "Did Google kill its enterprise workhorse model?" His company runs millions of cases through…

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EveryDev AI @everydevai.bsky.social · 17h

Grepping a large codebase to understand what calls what is a nightmare. Ix parses any repo into a persistent graph of symbols, calls, and imports so you can query structure instead of hunting through files. built this for devs and AI agents alike. More in the next post. #DevTools

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Your AI agent forgets everything the moment a conversation ends. Memlayer adds persistent, context-aware memory in 3 lines of code with sub-100ms retrieval and zero config. Works with any LLM provider. Details in the next post. #DevTools

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EveryDev AI @everydevai.bsky.social · 17h

Tired of paying cloud API bills every time you run an LLM? Razer AIKit lets you run and fine-tune models locally on your own GPU, with an OpenAI-compatible API so your existing code just works. 300k+ Hugging Face models supported. Full stack breakdown next post. #DevTools

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EveryDev AI @everydevai.bsky.social · 18h

New on EveryDev.ai: ROMA: Recursive Open Meta-Agents ROMA is an open-source meta-agent framework that uses recursive hierarchical structures to build high-performance.

EveryDev.ai - With AI, Everyone is a Dev

Discover, review, and discuss AI tools. Join the community where builders share insights, rate tools, and connect around AI development.

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EveryDev AI @everydevai.bsky.social · 19h

Shipping AI agents without auditing your Claude Code config is a security incident waiting to happen. AgentShield scans for hardcoded secrets, prompt injection, MCP risks, and permission misconfigs across 268 rules. Graded reports, auto-fix, and CI-ready. Full spec in the next post. #DevTools

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EveryDev AI @everydevai.bsky.social · 19h

LLMs hallucinating outside your expected output format? TypeLLM guarantees typed outputs (string, int, bool, enum) via JSON Schema with zero schema violations. Batch, sequential, and DAG execution included. Details in the next post. #DevTools

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EveryDev AI @everydevai.bsky.social · 20h

Not sure which agent memory system actually holds up under pressure? Agent Memory Leaderboard benchmarks them across fact recall, temporal reasoning, safety and more with a consistent eval protocol. Open-source and commercial ranked separately. Full spec breakdown next. #AIAgents

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EveryDev AI @everydevai.bsky.social · 20h

New on EveryDev.ai: Cloudflare Security Audit Skill A coding-agent skill that turns your AI agent into a multi-phase security auditor with independently verified,.

EveryDev.ai - With AI, Everyone is a Dev

Discover, review, and discuss AI tools. Join the community where builders share insights, rate tools, and connect around AI development.

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Pentest reports full of unverified alerts are noise, not signal. Xalgorix runs a 22-phase autonomous offensive methodology and re-exploits every finding before it hits the report. Only proven vulns make the cut. More on how it fits your CI/CD pipeline next. #DevTools

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agent store | The App Store for iMessage Agents

New on EveryDev.ai: Agent Store (iMessage.store) A marketplace directory for AI agents you can interact with via iMessage, plus infrastructure providers that power.

imessage.store

A map of the agents you can text on iOS and the rails behind them.

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Your AI agent can reason but can't browse the web, read Reddit, or pull GitHub repos without paying for APIs. Agent Reach by gives agents real internet access via CLI with zero API fees. Full install details in the next post. #DevTools

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Tired of losing your GPU session state every time you spin down a cloud machine? Hinode gives you a persistent Linux desktop that pauses and resumes, with per-minute billing and no wasted idle time. More specs in the next post. #DevTools

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Mobile CI/CD on generic cloud VMs slowing down your iOS builds? runs pipelines on dedicated M4 Pro and M2 Pro Apple silicon with build caching, flaky test auto-quarantine, and OTA CodePush updates. Full specs in the next post. #DevTools

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Hermes Agent is powerful but raw. Oh My Hermes by adds 116 installable skills, a 4-layer memory system, and evidence-boundary enforcement so your agent stops hallucinating its own progress. Full spec in the next post. #DevTools

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Juggling multiple coding agents across separate terminals is chaos. Maxxwell gives you a fleet dashboard to run them all in parallel, auto-approve routine decisions, and surface only the blockers that actually need you. Full specs in the next post. #DevTools

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PR review chaos got your team missing updates buried in Slack noise? MergeMe mirrors every GitHub or GitLab PR as a single live-updating Slack card, with CI status, review comments, and @mention resolution built in. More on routing and pricing next. #DevTools

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Spinning up a GPU server for AI inference shouldn't take 10 minutes and a support ticket. RAW provisions NVIDIA A100, L40S or RTX instances in 3 seconds via a pure REST API, with $0 egress and per-second billing. Full spec breakdown next post. #DevTools

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Tired of sending your code to US servers just to get a review? Rickub is a Git platform with built-in CI, a container registry, and Athena AI that reviews every merge request automatically. EU-hosted, no training on your data. More specs in the next post. #DevTools

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Sending audio to a cloud API every time you need TTS or transcription? VoiceStudio by runs fully local — voice cloning, dubbing, and audiobook creation across 646 languages, zero API keys. Full specs in the next post. #DevTools

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Dot, dot, dot... OpenAI’s DevDay launch = Dots... (agents with their own cloud computer run while you sleep) and a few more things 🧵

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Wiki pages with no history, no context, and no idea who changed what? Kival is a self-hosted knowledge system that tracks versioning, authorship, and relationships as your org's knowledge evolves. Full breakdown next post. #DevTools

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Who reviews your agent-created PRs? 1. A human reads every line 2. A human skims; CI catches the rest 3. An AI reviewer, then a human signs off 4. Nothing beyond CI

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Tired of pasting sensitive files into cloud AI tools? Sageling runs fully on-device on Apple Silicon, reads PDFs, Word docs, audio and more with no subscription or usage caps. HIPAA and attorney-client compatible. Full breakdown in the next post. #DevTools

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What are some solid competitors to Wispr Flow? Tools Arena spotted - Willow Voice - Superwhisper - Monologue - Typeless - Mutter - FluidVoice Link in next post

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Tired of LLM wrappers that log your chats and mark up your API costs? AirmailAI routes your keys directly from the browser to OpenAI, Anthropic, Google and more — zero server middleman, zero markup. Details in the next post. #DevTools

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Tired of agents that forget everything between sessions? Prokop gives your coding agents persistent memory, reusable skills, and searchable history across all your projects. Runs local, no account needed. Full spec in the next post. #DevTools

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Paying for TypeSafe's jev System One API when you could self-host it? jeff is an open-source drop-in replacement powered by a 400M param encoder model with batching, rate limiting, and GPU support built in. Full specs in the next post. #DevTools

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EveryDev AI @everydevai.bsky.social · 28/09/2026

Running AI agents at scale means juggling sandboxing, scheduling, secrets, and crash recovery. AX by handles all of it with declarative YAML, sub-second suspend/resume, and a kubectl-style CLI. Full specs in the next post. #DevTools

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New on EveryDev.ai: JEV API — Developer Guide An independent developer guide to the Jev API, covering typed decisions, agent routing, and evaluation with tutorials.

EveryDev.ai - With AI, Everyone is a Dev

Discover, review, and discuss AI tools. Join the community where builders share insights, rate tools, and connect around AI development.

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EveryDev AI @everydevai.bsky.social · 28/09/2026

Your AI client knows nothing about your calendar, contacts, or messages — it's flying blind. iMCP runs a local MCP server on macOS to wire those up to Claude and Cursor with per-service toggles and zero cloud middleman. Full breakdown in the next post. #DevTools

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EveryDev AI @everydevai.bsky.social · 27/09/2026

LLM outputs breaking your JSON parsers at runtime? XGrammar enforces 100% structural correctness via constrained decoding with near-zero overhead. Supports JSON, regex, and custom grammars. Full integration list in the next post. #DevTools

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EveryDev AI @everydevai.bsky.social · 27/09/2026

- Claude Opus 5.5 cache reads -60%. - GPT-6 Sol and Luna -50%. - Grok 4.7 +100% above 200k tokens. - Cursor's reviewer bot: average review time -21%. - Jev returns a probability, not text, and started a ten-figure rumor. - OpenAI killed the Sora 2 API. www.everydev.ai/p/news-week...

Weekly AI Dev News Digest: September 19 - 25, 2026 | EveryDev.ai News

Anthropic cut cache reads by 60% and OpenAI halved its whole price list, both inside 36 hours. xAI read the same market and doubled its rate for long…

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EveryDev AI @everydevai.bsky.social · 26/09/2026

Merging into already-messy code is how small PRs become big rewrites. ImpactGate scores every change by the complexity it lands on, not just the lines changed, and can block the merge before the damage is done. Full setup details in the next post. #DevTools

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EveryDev AI @everydevai.bsky.social · 26/09/2026

Switching LLM providers means rewriting API calls every time. llmbridge by is a C++ gateway that translates between OpenAI, Anthropic, Gemini and more with sub-millisecond overhead. No SDK changes, no rewrites. Details in the next post. #DevTools

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EveryDev AI @everydevai.bsky.social · 26/09/2026

Switching inference providers every time you need a different GPU backend? Geodd serves models through one unified API with hardware-specific kernel agents that auto-optimize for NVIDIA, AMD, and Tenstorrent. Full specs in the next post. #DevTools

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All four tools return structured, probabilistic decisions without autoregressive text generation These are the 4 big tools today. jeff vs Jev vs Jevlike vs Von: Managed API vs self-hosted vs train-your-own decision model

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Got a big coding goal but hate manually breaking it into tasks and babysitting each one? Ordewell turns a single goal into a dependency graph, runs tasks in parallel with separate models per task, and verifies completion without model self-grading. Full specs next post. #DevTools

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AI assistants forget everything the moment a session ends. daidocs fixes that with a local.dai file format your models can actually read and share across Claude, GPT, Gemini and Cursor. One store, any model. Details in the next post. #DevTools

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"Which GPU actually runs this model fastest?" Compute:Arena is a community leaderboard for local AI throughput benchmarks — filterable by model, chip, quant, and runtime. Signed reports, no account needed to run. Details in the next post. #DevTools

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Task managers that lock your data in proprietary formats are a liability. TaskNotes stores every task as a plain Markdown file with YAML frontmatter, so your data stays yours and queryable. Kanban, Calendar, time tracking, recurring tasks. Full breakdown next post. #DevTools

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AI agents that can call functions, hit APIs, and mutate data are powerful — and risky. ctrlrun wraps every action in a policy check before it runs, blocking anything unauthorized, ambiguous, or malicious. Full integration and setup details in the next post. #DevTools

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Never sure how close you are to hitting your Claude usage cap mid-session? Claude Meter sits in your macOS menu bar and shows live session and weekly limits with a color-coded pill and reset countdown. Full details in the next post. #DevTools

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